Pandas Profiling Report

Dataset statistics

Number of variables	21
Number of observations	3321
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	545.0 KiB
Average record size in memory	168.0 B

Variable types

Categorical	3
Numeric	16
Boolean	2

Alerts

`State` has a high cardinality: 51 distinct values	High cardinality
`Phone` has a high cardinality: 3321 distinct values	High cardinality
`VMail Message` is highly overall correlated with `VMail Plan`	High correlation
`Day Mins` is highly overall correlated with `Day Charge`	High correlation
`Day Charge` is highly overall correlated with `Day Mins`	High correlation
`Eve Mins` is highly overall correlated with `Eve Charge`	High correlation
`Eve Charge` is highly overall correlated with `Eve Mins`	High correlation
`Night Mins` is highly overall correlated with `Night Charge`	High correlation
`Night Charge` is highly overall correlated with `Night Mins`	High correlation
`Intl Mins` is highly overall correlated with `Intl Charge`	High correlation
`Intl Charge` is highly overall correlated with `Intl Mins`	High correlation
`VMail Plan` is highly overall correlated with `VMail Message`	High correlation
`Int'l Plan` is highly imbalanced (54.0%)	Imbalance
`Phone` is uniformly distributed	Uniform
`Phone` has unique values	Unique
`VMail Message` has 2401 (72.3%) zeros	Zeros
`CustServ Calls` has 695 (20.9%) zeros	Zeros

Reproduction

Analysis started	2023-02-14 23:03:47.829325
Analysis finished	2023-02-14 23:04:13.387547
Duration	25.56 seconds
Software version	pandas-profiling v3.6.6
Download configuration	config.json

State
Categorical

Distinct	51
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Memory size	26.1 KiB

WV	106
MN	84
NY	82
AL	80
WI	78
Other values (46)	2891

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	6642
Distinct characters	24
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	KS
2nd row	OH
3rd row	NJ
4th row	OH
5th row	OK

Common Values

Value	Count	Frequency (%)
WV	106	3.2%
MN	84	2.5%
NY	82	2.5%
AL	80	2.4%
WI	78	2.3%
OR	78	2.3%
OH	78	2.3%
WY	77	2.3%
VA	76	2.3%
CT	74	2.2%
Other values (41)	2508	75.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
wv	106	3.2%
mn	84	2.5%
ny	82	2.5%
al	80	2.4%
wi	78	2.3%
or	78	2.3%
oh	78	2.3%
wy	77	2.3%
va	76	2.3%
ct	74	2.2%
Other values (41)	2508	75.5%

Most occurring characters

Value	Count	Frequency (%)
N	732	11.0%
A	684	10.3%
M	611	9.2%
I	510	7.7%
T	409	6.2%
D	379	5.7%
C	355	5.3%
O	345	5.2%
W	327	4.9%
V	320	4.8%
Other values (14)	1970	29.7%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	6642	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
N	732	11.0%
A	684	10.3%
M	611	9.2%
I	510	7.7%
T	409	6.2%
D	379	5.7%
C	355	5.3%
O	345	5.2%
W	327	4.9%
V	320	4.8%
Other values (14)	1970	29.7%

Most occurring scripts

Value	Count	Frequency (%)
Latin	6642	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
N	732	11.0%
A	684	10.3%
M	611	9.2%
I	510	7.7%
T	409	6.2%
D	379	5.7%
C	355	5.3%
O	345	5.2%
W	327	4.9%
V	320	4.8%
Other values (14)	1970	29.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	6642	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
N	732	11.0%
A	684	10.3%
M	611	9.2%
I	510	7.7%
T	409	6.2%
D	379	5.7%
C	355	5.3%
O	345	5.2%
W	327	4.9%
V	320	4.8%
Other values (14)	1970	29.7%

Account Length
Real number (ℝ)

Distinct	227
Distinct (%)	6.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	100.54556

Minimum	0.57
Maximum	243
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	26.1 KiB

Quantile statistics

Minimum	0.57
5-th percentile	33
Q1	73
median	100
Q3	127
95-th percentile	167
Maximum	243
Range	242.43
Interquartile range (IQR)	54

Descriptive statistics

Standard deviation	40.328888
Coefficient of variation (CV)	0.40110066
Kurtosis	-0.078292479
Mean	100.54556
Median Absolute Deviation (MAD)	27
Skewness	0.058695124
Sum	333911.79
Variance	1626.4192
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
105	43	1.3%
87	42	1.3%
101	40	1.2%
90	39	1.2%
93	39	1.2%
86	38	1.1%
116	37	1.1%
100	37	1.1%
95	37	1.1%
99	36	1.1%
Other values (217)	2933	88.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.57	1	< 0.1%
0.75	1	< 0.1%
0.84	1	< 0.1%
1	8	0.2%
1.07	1	< 0.1%
1.11	1	< 0.1%
1.17	1	< 0.1%
1.18	1	< 0.1%
1.21	1	< 0.1%
1.28	1	< 0.1%

Value	Count	Frequency (%)
243	1	< 0.1%
232	1	< 0.1%
225	2	0.1%
224	2	0.1%
221	1	< 0.1%
217	2	0.1%
215	1	< 0.1%
212	2	0.1%
210	2	0.1%
209	3	0.1%

Area Code
Real number (ℝ)

Distinct	6
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	435.24869

Minimum	4.08
Maximum	510
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	26.1 KiB

Quantile statistics

Minimum	4.08
5-th percentile	408
Q1	408
median	415
Q3	510
95-th percentile	510
Maximum	510
Range	505.92
Interquartile range (IQR)	102

Descriptive statistics

Standard deviation	51.295788
Coefficient of variation (CV)	0.11785398
Kurtosis	20.707154
Mean	435.24869
Median Absolute Deviation (MAD)	7
Skewness	-1.9703406
Sum	1445460.9
Variance	2631.2579
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
415	1640	49.4%
510	834	25.1%
408	832	25.1%
4.15	9	0.3%
4.08	3	0.1%
5.1	3	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.08	3	0.1%
4.15	9	0.3%
5.1	3	0.1%
408	832	25.1%
415	1640	49.4%
510	834	25.1%

Value	Count	Frequency (%)
510	834	25.1%
415	1640	49.4%
408	832	25.1%
5.1	3	0.1%
4.15	9	0.3%
4.08	3	0.1%

Phone
Categorical

HIGH CARDINALITY UNIFORM UNIQUE

Distinct	3321
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	26.1 KiB

382-4657	1
361-9839	1
379-4372	1
336-3738	1
380-2600	1
Other values (3316)	3316

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Characters and Unicode

Total characters	26568
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3321 ?
Unique (%)	100.0%

Sample

1st row	382-4657
2nd row	371-7191
3rd row	358-1921
4th row	375-9999
5th row	330-6626

Common Values

Value	Count	Frequency (%)
382-4657	1	< 0.1%
361-9839	1	< 0.1%
379-4372	1	< 0.1%
336-3738	1	< 0.1%
380-2600	1	< 0.1%
345-4473	1	< 0.1%
380-9990	1	< 0.1%
411-1045	1	< 0.1%
413-5306	1	< 0.1%
417-6906	1	< 0.1%
Other values (3311)	3311	99.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
382-4657	1	< 0.1%
350-2565	1	< 0.1%
343-4696	1	< 0.1%
358-1921	1	< 0.1%
375-9999	1	< 0.1%
330-6626	1	< 0.1%
391-8027	1	< 0.1%
355-9993	1	< 0.1%
329-9001	1	< 0.1%
335-4719	1	< 0.1%
Other values (3311)	3311	99.7%

Most occurring characters

Value	Count	Frequency (%)
3	4607	17.3%
-	3321	12.5%
4	2814	10.6%
9	2079	7.8%
6	2060	7.8%
5	2046	7.7%
7	2032	7.6%
8	1996	7.5%
1	1976	7.4%
2	1882	7.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23247	87.5%
Dash Punctuation	3321	12.5%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
3	4607	19.8%
4	2814	12.1%
9	2079	8.9%
6	2060	8.9%
5	2046	8.8%
7	2032	8.7%
8	1996	8.6%
1	1976	8.5%
2	1882	8.1%
0	1755	7.5%

Dash Punctuation

Value	Count	Frequency (%)
-	3321	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	26568	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
3	4607	17.3%
-	3321	12.5%
4	2814	10.6%
9	2079	7.8%
6	2060	7.8%
5	2046	7.7%
7	2032	7.6%
8	1996	7.5%
1	1976	7.4%
2	1882	7.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	26568	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
3	4607	17.3%
-	3321	12.5%
4	2814	10.6%
9	2079	7.8%
6	2060	7.8%
5	2046	7.7%
7	2032	7.6%
8	1996	7.5%
1	1976	7.4%
2	1882	7.1%

Int'l Plan
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.4 KiB

False	2998
True	323

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	2998	90.3%
True	323	9.7%

VMail Plan
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.4 KiB

False	2401
True	920

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	2401	72.3%
True	920	27.7%

VMail Message
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	51
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.0651942

Minimum	0
Maximum	51
Zeros	2401
Zeros (%)	72.3%
Negative	0
Negative (%)	0.0%
Memory size	26.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	19
95-th percentile	36
Maximum	51
Range	51
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	13.669278
Coefficient of variation (CV)	1.6948479
Kurtosis	-0.032000519
Mean	8.0651942
Median Absolute Deviation (MAD)	0
Skewness	1.2718263
Sum	26784.51
Variance	186.84916
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2401	72.3%
31	60	1.8%
29	53	1.6%
28	51	1.5%
33	45	1.4%
30	44	1.3%
27	43	1.3%
24	41	1.2%
32	41	1.2%
26	40	1.2%
Other values (41)	502	15.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2401	72.3%
0.24	1	< 0.1%
0.25	1	< 0.1%
0.26	1	< 0.1%
0.37	1	< 0.1%
0.39	1	< 0.1%
4	1	< 0.1%
8	2	0.1%
9	2	0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
51	1	< 0.1%
50	2	0.1%
49	1	< 0.1%
48	2	0.1%
47	3	0.1%
46	4	0.1%
45	6	0.2%
44	7	0.2%
43	9	0.3%
42	15	0.5%

Day Mins
Real number (ℝ)

Distinct	1671
Distinct (%)	50.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	178.9386

Minimum	0
Maximum	350.8
Zeros	2
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	26.1 KiB

Quantile statistics

Minimum	0
5-th percentile	87.7
Q1	143.3
median	179.2
Q3	216.2
95-th percentile	270.5
Maximum	350.8
Range	350.8
Interquartile range (IQR)	72.9

Descriptive statistics

Standard deviation	55.570903
Coefficient of variation (CV)	0.3105585
Kurtosis	0.18682769
Mean	178.9386
Median Absolute Deviation (MAD)	36.6
Skewness	-0.13636003
Sum	594255.1
Variance	3088.1253
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
174.5	8	0.2%
159.5	8	0.2%
154	8	0.2%
175.4	7	0.2%
162.3	7	0.2%
183.4	7	0.2%
181.5	6	0.2%
189.3	6	0.2%
142.3	6	0.2%
168.6	6	0.2%
Other values (1661)	3252	97.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	0.1%
0.811	1	< 0.1%
1.104	1	< 0.1%
1.243	1	< 0.1%
1.57	1	< 0.1%
1.616	1	< 0.1%
1.667	1	< 0.1%
1.83	1	< 0.1%
1.845	1	< 0.1%
2.13	1	< 0.1%

Value	Count	Frequency (%)
350.8	1	< 0.1%
346.8	1	< 0.1%
345.3	1	< 0.1%
337.4	1	< 0.1%
335.5	1	< 0.1%
334.3	1	< 0.1%
329.8	1	< 0.1%
328.1	1	< 0.1%
326.5	1	< 0.1%
326.3	1	< 0.1%

Day Calls
Real number (ℝ)

Distinct	133
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	100.03359

Minimum	0
Maximum	165
Zeros	2
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	26.1 KiB

Quantile statistics

Minimum	0
5-th percentile	66
Q1	87
median	101
Q3	114
95-th percentile	133
Maximum	165
Range	165
Interquartile range (IQR)	27

Descriptive statistics

Standard deviation	21.032918
Coefficient of variation (CV)	0.21025856
Kurtosis	1.7559685
Mean	100.03359
Median Absolute Deviation (MAD)	13
Skewness	-0.48571325
Sum	332211.54
Variance	442.38364
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
102	78	2.3%
105	75	2.3%
95	69	2.1%
107	69	2.1%
104	68	2.0%
108	67	2.0%
97	66	2.0%
106	66	2.0%
101	65	2.0%
112	65	2.0%
Other values (123)	2633	79.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	0.1%
0.71	1	< 0.1%
0.76	1	< 0.1%
0.79	1	< 0.1%
0.84	1	< 0.1%
0.86	1	< 0.1%
0.88	1	< 0.1%
0.97	1	< 0.1%
0.98	1	< 0.1%
1.03	1	< 0.1%

Value	Count	Frequency (%)
165	1	< 0.1%
163	1	< 0.1%
160	1	< 0.1%
158	3	0.1%
157	1	< 0.1%
156	1	< 0.1%
152	1	< 0.1%
151	5	0.2%
150	6	0.2%
149	1	< 0.1%

Day Charge
Real number (ℝ)

Distinct	1670
Distinct (%)	50.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	30.430891

Minimum	0
Maximum	59.64
Zeros	2
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	26.1 KiB

Quantile statistics

Minimum	0
5-th percentile	14.91
Q1	24.36
median	30.46
Q3	36.75
95-th percentile	45.99
Maximum	59.64
Range	59.64
Interquartile range (IQR)	12.39

Descriptive statistics

Standard deviation	9.4331602
Coefficient of variation (CV)	0.30998632
Kurtosis	0.17532409
Mean	30.430891
Median Absolute Deviation (MAD)	6.22
Skewness	-0.13059008
Sum	101060.99
Variance	88.984511
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
29.67	8	0.2%
27.12	8	0.2%
26.18	8	0.2%
31.18	7	0.2%
27.59	7	0.2%
29.82	7	0.2%
36.72	6	0.2%
33.49	6	0.2%
36.65	6	0.2%
35.17	6	0.2%
Other values (1660)	3252	97.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	0.1%
0.1379	1	< 0.1%
0.1877	1	< 0.1%
0.2113	1	< 0.1%
0.2669	1	< 0.1%
0.2747	1	< 0.1%
0.2834	1	< 0.1%
0.3111	1	< 0.1%
0.3137	1	< 0.1%
0.3709	1	< 0.1%

Value	Count	Frequency (%)
59.64	1	< 0.1%
58.96	1	< 0.1%
58.7	1	< 0.1%
57.36	1	< 0.1%
57.04	1	< 0.1%
56.83	1	< 0.1%
56.07	1	< 0.1%
55.78	1	< 0.1%
55.51	1	< 0.1%
55.47	1	< 0.1%

Eve Mins
Real number (ℝ)

Distinct	1612
Distinct (%)	48.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	200.10284

Minimum	0
Maximum	363.7
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	26.1 KiB

Quantile statistics

Minimum	0
5-th percentile	117.9
Q1	165.9
median	201
Q3	235.1
95-th percentile	283.3
Maximum	363.7
Range	363.7
Interquartile range (IQR)	69.2

Descriptive statistics

Standard deviation	51.951647
Coefficient of variation (CV)	0.25962474
Kurtosis	0.55693399
Mean	200.10284
Median Absolute Deviation (MAD)	34.4
Skewness	-0.21532316
Sum	664541.53
Variance	2698.9736
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
169.9	8	0.2%
209.4	7	0.2%
161.7	7	0.2%
201	7	0.2%
167.2	7	0.2%
180.5	7	0.2%
230.9	7	0.2%
195.5	6	0.2%
205.1	6	0.2%
178.6	6	0.2%
Other values (1602)	3253	98.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.619	1	< 0.1%
0.729	1	< 0.1%
1.031	1	< 0.1%
1.212	1	< 0.1%
1.373	1	< 0.1%
1.483	1	< 0.1%
1.955	1	< 0.1%
1.974	1	< 0.1%
2.206	1	< 0.1%

Value	Count	Frequency (%)
363.7	1	< 0.1%
361.8	1	< 0.1%
354.2	1	< 0.1%
350.9	1	< 0.1%
350.5	1	< 0.1%
347.3	1	< 0.1%
341.3	1	< 0.1%
339.9	1	< 0.1%
337.1	1	< 0.1%
336	1	< 0.1%

Eve Calls
Real number (ℝ)

Distinct	136
Distinct (%)	4.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	99.721774

Minimum	0
Maximum	170
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	26.1 KiB

Quantile statistics

Minimum	0
5-th percentile	66
Q1	87
median	100
Q3	114
95-th percentile	133
Maximum	170
Range	170
Interquartile range (IQR)	27

Descriptive statistics

Standard deviation	20.902017
Coefficient of variation (CV)	0.20960335
Kurtosis	1.7404873
Mean	99.721774
Median Absolute Deviation (MAD)	13
Skewness	-0.44167034
Sum	331176.01
Variance	436.89433
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
105	80	2.4%
94	78	2.3%
108	70	2.1%
97	69	2.1%
102	69	2.1%
109	67	2.0%
88	67	2.0%
101	67	2.0%
98	66	2.0%
96	63	1.9%
Other values (126)	2625	79.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.72	1	< 0.1%
0.8	1	< 0.1%
0.88	1	< 0.1%
0.94	1	< 0.1%
0.99	2	0.1%
1.01	1	< 0.1%
1.02	1	< 0.1%
1.03	1	< 0.1%
1.08	1	< 0.1%

Value	Count	Frequency (%)
170	1	< 0.1%
168	1	< 0.1%
164	1	< 0.1%
159	1	< 0.1%
157	1	< 0.1%
156	1	< 0.1%
155	3	0.1%
154	2	0.1%
153	1	< 0.1%
152	6	0.2%

Eve Charge
Real number (ℝ)

Distinct	1443
Distinct (%)	43.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.008951

Minimum	0
Maximum	30.91
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	26.1 KiB

Quantile statistics

Minimum	0
5-th percentile	10.02
Q1	14.1
median	17.09
Q3	19.98
95-th percentile	24.08
Maximum	30.91
Range	30.91
Interquartile range (IQR)	5.88

Descriptive statistics

Standard deviation	4.4158892
Coefficient of variation (CV)	0.25962149
Kurtosis	0.55683893
Mean	17.008951
Median Absolute Deviation (MAD)	2.93
Skewness	-0.21531087
Sum	56486.727
Variance	19.500078
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16.12	11	0.3%
14.25	11	0.3%
15.9	10	0.3%
17.09	9	0.3%
17.99	9	0.3%
18.62	9	0.3%
16.35	8	0.2%
16.97	8	0.2%
16.63	8	0.2%
17.43	8	0.2%
Other values (1433)	3230	97.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.0526	1	< 0.1%
0.062	1	< 0.1%
0.0876	1	< 0.1%
0.103	1	< 0.1%
0.1167	1	< 0.1%
0.1261	1	< 0.1%
0.1662	1	< 0.1%
0.1678	1	< 0.1%
0.1875	1	< 0.1%

Value	Count	Frequency (%)
30.91	1	< 0.1%
30.75	1	< 0.1%
30.11	1	< 0.1%
29.83	1	< 0.1%
29.79	1	< 0.1%
29.52	1	< 0.1%
29.01	1	< 0.1%
28.89	1	< 0.1%
28.65	1	< 0.1%
28.56	1	< 0.1%

Night Mins
Real number (ℝ)

Distinct	1601
Distinct (%)	48.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	200.04955

Minimum	1.626
Maximum	395
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	26.1 KiB

Quantile statistics

Minimum	1.626
5-th percentile	116.3
Q1	166.7
median	200.9
Q3	235.3
95-th percentile	282.8
Maximum	395
Range	393.374
Interquartile range (IQR)	68.6

Descriptive statistics

Standard deviation	52.127482
Coefficient of variation (CV)	0.26057285
Kurtosis	0.60317588
Mean	200.04955
Median Absolute Deviation (MAD)	34.4
Skewness	-0.17860219
Sum	664364.55
Variance	2717.2743
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
188.2	8	0.2%
210	8	0.2%
191.4	8	0.2%
197.4	8	0.2%
214.6	8	0.2%
206.1	7	0.2%
193.6	7	0.2%
214.7	7	0.2%
194.3	7	0.2%
231.5	7	0.2%
Other values (1591)	3246	97.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.626	1	< 0.1%
1.818	1	< 0.1%
1.869	1	< 0.1%
1.896	1	< 0.1%
1.969	1	< 0.1%
2.039	1	< 0.1%
2.118	1	< 0.1%
2.126	1	< 0.1%
2.158	1	< 0.1%
2.37	1	< 0.1%

Value	Count	Frequency (%)
395	1	< 0.1%
381.9	1	< 0.1%
377.5	1	< 0.1%
367.7	1	< 0.1%
364.9	1	< 0.1%
364.3	1	< 0.1%
354.9	1	< 0.1%
352.5	1	< 0.1%
352.2	1	< 0.1%
350.2	1	< 0.1%

Night Calls
Real number (ℝ)

Distinct	132
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	99.663776

Minimum	0.78
Maximum	175
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	26.1 KiB

Quantile statistics

Minimum	0.78
5-th percentile	67
Q1	86
median	100
Q3	113
95-th percentile	132
Maximum	175
Range	174.22
Interquartile range (IQR)	27

Descriptive statistics

Standard deviation	20.56565
Coefficient of variation (CV)	0.2063503
Kurtosis	1.6384712
Mean	99.663776
Median Absolute Deviation (MAD)	13
Skewness	-0.37979559
Sum	330983.4
Variance	422.94597
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
105	83	2.5%
104	77	2.3%
91	75	2.3%
102	72	2.2%
100	69	2.1%
106	69	2.1%
98	67	2.0%
94	65	2.0%
95	64	1.9%
103	64	1.9%
Other values (122)	2616	78.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.78	1	< 0.1%
0.89	1	< 0.1%
0.9	1	< 0.1%
0.91	1	< 0.1%
0.96	1	< 0.1%
0.97	1	< 0.1%
1.03	1	< 0.1%
1.04	1	< 0.1%
1.05	1	< 0.1%
1.15	2	0.1%

Value	Count	Frequency (%)
175	1	< 0.1%
166	1	< 0.1%
164	1	< 0.1%
158	1	< 0.1%
157	2	0.1%
156	2	0.1%
155	2	0.1%
154	2	0.1%
153	3	0.1%
152	3	0.1%

Night Charge
Real number (ℝ)

Distinct	945
Distinct (%)	28.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.0023047

Minimum	0.0732
Maximum	17.77
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	26.1 KiB

Quantile statistics

Minimum	0.0732
5-th percentile	5.23
Q1	7.5
median	9.04
Q3	10.59
95-th percentile	12.73
Maximum	17.77
Range	17.6968
Interquartile range (IQR)	3.09

Descriptive statistics

Standard deviation	2.3457855
Coefficient of variation (CV)	0.2605761
Kurtosis	0.60299667
Mean	9.0023047
Median Absolute Deviation (MAD)	1.55
Skewness	-0.17862407
Sum	29896.654
Variance	5.5027096
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9.45	15	0.5%
9.66	15	0.5%
8.88	14	0.4%
8.47	14	0.4%
7.69	13	0.4%
8.64	12	0.4%
9.32	11	0.3%
9.23	11	0.3%
8.57	11	0.3%
9.48	11	0.3%
Other values (935)	3194	96.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0732	1	< 0.1%
0.0818	1	< 0.1%
0.0841	1	< 0.1%
0.0853	1	< 0.1%
0.0886	1	< 0.1%
0.0918	1	< 0.1%
0.0953	1	< 0.1%
0.0957	1	< 0.1%
0.0971	1	< 0.1%
0.1067	1	< 0.1%

Value	Count	Frequency (%)
17.77	1	< 0.1%
17.19	1	< 0.1%
16.99	1	< 0.1%
16.55	1	< 0.1%
16.42	1	< 0.1%
16.39	1	< 0.1%
15.97	1	< 0.1%
15.86	1	< 0.1%
15.85	1	< 0.1%
15.76	1	< 0.1%

Intl Mins
Real number (ℝ)

Distinct	176
Distinct (%)	5.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.195984

Minimum	0
Maximum	20
Zeros	18
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	26.1 KiB

Quantile statistics

Minimum	0
5-th percentile	5.6
Q1	8.5
median	10.3
Q3	12.1
95-th percentile	14.7
Maximum	20
Range	20
Interquartile range (IQR)	3.6

Descriptive statistics

Standard deviation	2.8630831
Coefficient of variation (CV)	0.28080497
Kurtosis	0.90370888
Mean	10.195984
Median Absolute Deviation (MAD)	1.8
Skewness	-0.37109474
Sum	33860.864
Variance	8.197245
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10	60	1.8%
11.3	59	1.8%
10.9	56	1.7%
9.8	56	1.7%
10.2	53	1.6%
11.1	52	1.6%
10.6	52	1.6%
10.1	52	1.6%
11	52	1.6%
11.4	51	1.5%
Other values (166)	2778	83.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	18	0.5%
0.063	1	< 0.1%
0.066	1	< 0.1%
0.071	1	< 0.1%
0.075	1	< 0.1%
0.077	1	< 0.1%
0.087	1	< 0.1%
0.095	1	< 0.1%
0.1	1	< 0.1%
0.101	1	< 0.1%

Value	Count	Frequency (%)
20	1	< 0.1%
18.9	1	< 0.1%
18.4	1	< 0.1%
18.3	1	< 0.1%
18.2	2	0.1%
18	3	0.1%
17.9	1	< 0.1%
17.8	2	0.1%
17.6	2	0.1%
17.5	3	0.1%

Intl Calls
Real number (ℝ)

Distinct	27
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.454324

Minimum	0
Maximum	20
Zeros	18
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	26.1 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	3
median	4
Q3	6
95-th percentile	9
Maximum	20
Range	20
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.4646965
Coefficient of variation (CV)	0.55332673
Kurtosis	2.7969582
Mean	4.454324
Median Absolute Deviation (MAD)	1
Skewness	1.2634905
Sum	14792.81
Variance	6.074729
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
3	664	20.0%
4	616	18.5%
2	486	14.6%
5	466	14.0%
6	330	9.9%
7	216	6.5%
1	160	4.8%
8	116	3.5%
9	108	3.3%
10	50	1.5%
Other values (17)	109	3.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	18	0.5%
0.02	1	< 0.1%
0.03	3	0.1%
0.04	1	< 0.1%
0.05	3	0.1%
0.06	3	0.1%
0.07	2	0.1%
0.19	1	< 0.1%
1	160	4.8%
2	486	14.6%

Value	Count	Frequency (%)
20	1	< 0.1%
18	3	0.1%
17	1	< 0.1%
16	2	0.1%
15	7	0.2%
14	6	0.2%
13	14	0.4%
12	15	0.5%
11	28	0.8%
10	50	1.5%

Intl Charge
Real number (ℝ)

Distinct	176
Distinct (%)	5.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.7534232

Minimum	0
Maximum	5.4
Zeros	18
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	26.1 KiB

Quantile statistics

Minimum	0
5-th percentile	1.51
Q1	2.3
median	2.78
Q3	3.27
95-th percentile	3.97
Maximum	5.4
Range	5.4
Interquartile range (IQR)	0.97

Descriptive statistics

Standard deviation	0.77301683
Coefficient of variation (CV)	0.28074756
Kurtosis	0.90441555
Mean	2.7534232
Median Absolute Deviation (MAD)	0.49
Skewness	-0.37135501
Sum	9144.1184
Variance	0.59755502
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.7	60	1.8%
3.05	59	1.8%
2.94	56	1.7%
2.65	56	1.7%
2.75	53	1.6%
3	52	1.6%
2.86	52	1.6%
2.73	52	1.6%
2.97	52	1.6%
3.08	51	1.5%
Other values (166)	2778	83.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	18	0.5%
0.017	1	< 0.1%
0.0178	1	< 0.1%
0.0192	1	< 0.1%
0.0203	1	< 0.1%
0.0208	1	< 0.1%
0.0235	1	< 0.1%
0.0257	1	< 0.1%
0.027	1	< 0.1%
0.0273	1	< 0.1%

Value	Count	Frequency (%)
5.4	1	< 0.1%
5.1	1	< 0.1%
4.97	1	< 0.1%
4.94	1	< 0.1%
4.91	2	0.1%
4.86	3	0.1%
4.83	1	< 0.1%
4.81	2	0.1%
4.75	2	0.1%
4.73	3	0.1%

CustServ Calls
Real number (ℝ)

Distinct	13
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.5556037

Minimum	0
Maximum	9
Zeros	695
Zeros (%)	20.9%
Negative	0
Negative (%)	0.0%
Memory size	26.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	1
Q3	2
95-th percentile	4
Maximum	9
Range	9
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.3145967
Coefficient of variation (CV)	0.8450717
Kurtosis	1.7614146
Mean	1.5556037
Median Absolute Deviation (MAD)	1
Skewness	1.0982457
Sum	5166.16
Variance	1.7281645
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
1	1174	35.4%
2	757	22.8%
0	695	20.9%
3	424	12.8%
4	163	4.9%
5	65	2.0%
6	22	0.7%
7	9	0.3%
0.01	3	0.1%
0.03	3	0.1%
Other values (3)	6	0.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	695	20.9%
0.01	3	0.1%
0.02	2	0.1%
0.03	3	0.1%
1	1174	35.4%
2	757	22.8%
3	424	12.8%
4	163	4.9%
5	65	2.0%
6	22	0.7%

Value	Count	Frequency (%)
9	2	0.1%
8	2	0.1%
7	9	0.3%
6	22	0.7%
5	65	2.0%
4	163	4.9%
3	424	12.8%
2	757	22.8%
1	1174	35.4%
0.03	3	0.1%

Churn?
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	26.1 KiB

False.	2841
True.	480

Length

Max length	6
Median length	6
Mean length	5.8554652
Min length	5

Characters and Unicode

Total characters	19446
Distinct characters	9
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	False.
2nd row	False.
3rd row	False.
4th row	False.
5th row	False.

Common Values

Value	Count	Frequency (%)
False.	2841	85.5%
True.	480	14.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
false	2841	85.5%
true	480	14.5%

Most occurring characters

Value	Count	Frequency (%)
e	3321	17.1%
.	3321	17.1%
F	2841	14.6%
a	2841	14.6%
l	2841	14.6%
s	2841	14.6%
T	480	2.5%
r	480	2.5%
u	480	2.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	12804	65.8%
Other Punctuation	3321	17.1%
Uppercase Letter	3321	17.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	3321	25.9%
a	2841	22.2%
l	2841	22.2%
s	2841	22.2%
r	480	3.7%
u	480	3.7%

Uppercase Letter

Value	Count	Frequency (%)
F	2841	85.5%
T	480	14.5%

Other Punctuation

Value	Count	Frequency (%)
.	3321	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	16125	82.9%
Common	3321	17.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	3321	20.6%
F	2841	17.6%
a	2841	17.6%
l	2841	17.6%
s	2841	17.6%
T	480	3.0%
r	480	3.0%
u	480	3.0%

Common

Value	Count	Frequency (%)
.	3321	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	19446	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	3321	17.1%
.	3321	17.1%
F	2841	14.6%
a	2841	14.6%
l	2841	14.6%
s	2841	14.6%
T	480	2.5%
r	480	2.5%
u	480	2.5%

Auto

Heatmap
Table

	Account Length	Area Code	VMail Message	Day Mins	Day Calls	Day Charge	Eve Mins	Eve Calls	Eve Charge	Night Mins	Night Calls	Night Charge	Intl Mins	Intl Calls	Intl Charge	CustServ Calls	State	Int'l Plan	VMail Plan	Churn?
Account Length	1.000	-0.004	0.005	0.031	0.046	0.029	0.004	0.031	0.004	-0.002	0.002	-0.002	0.028	0.039	0.028	0.006	0.000	0.019	0.000	0.000
Area Code	-0.004	1.000	0.011	0.023	0.010	0.021	0.016	0.008	0.016	0.022	0.034	0.022	0.017	0.008	0.017	0.042	0.000	0.066	0.000	0.000
VMail Message	0.005	0.011	1.000	0.001	-0.012	0.002	0.020	-0.007	0.020	0.005	0.013	0.005	-0.002	0.008	-0.002	-0.017	0.000	0.017	0.994	0.106
Day Mins	0.031	0.023	0.001	1.000	0.022	0.999	0.019	0.029	0.019	0.008	0.036	0.008	-0.001	0.012	-0.001	-0.003	0.000	0.073	0.033	0.356
Day Calls	0.046	0.010	-0.012	0.022	1.000	0.022	0.000	0.024	0.000	0.033	-0.005	0.033	0.025	0.019	0.025	-0.010	0.009	0.064	0.000	0.044
Day Charge	0.029	0.021	0.002	0.999	0.022	1.000	0.019	0.029	0.019	0.008	0.037	0.008	-0.002	0.011	-0.002	-0.004	0.000	0.073	0.032	0.356
Eve Mins	0.004	0.016	0.020	0.019	0.000	0.019	1.000	0.004	1.000	-0.002	0.013	-0.002	0.007	0.026	0.007	-0.012	0.000	0.064	0.007	0.086
Eve Calls	0.031	0.008	-0.007	0.029	0.024	0.029	0.004	1.000	0.005	0.016	0.019	0.016	0.014	0.027	0.014	0.011	0.040	0.037	0.000	0.000
Eve Charge	0.004	0.016	0.020	0.019	0.000	0.019	1.000	0.005	1.000	-0.002	0.013	-0.002	0.007	0.026	0.007	-0.012	0.000	0.062	0.009	0.086
Night Mins	-0.002	0.022	0.005	0.008	0.033	0.008	-0.002	0.016	-0.002	1.000	0.022	1.000	0.001	0.013	0.001	-0.003	0.000	0.065	0.000	0.045
Night Calls	0.002	0.034	0.013	0.036	-0.005	0.037	0.013	0.019	0.013	0.022	1.000	0.022	0.006	0.010	0.006	-0.001	0.000	0.037	0.000	0.000
Night Charge	-0.002	0.022	0.005	0.008	0.033	0.008	-0.002	0.016	-0.002	1.000	0.022	1.000	0.001	0.013	0.001	-0.003	0.000	0.064	0.000	0.046
Intl Mins	0.028	0.017	-0.002	-0.001	0.025	-0.002	0.007	0.014	0.007	0.001	0.006	0.001	1.000	0.034	1.000	-0.009	0.000	0.038	0.000	0.061
Intl Calls	0.039	0.008	0.008	0.012	0.019	0.011	0.026	0.027	0.026	0.013	0.010	0.013	0.034	1.000	0.034	0.007	0.000	0.049	0.000	0.092
Intl Charge	0.028	0.017	-0.002	-0.001	0.025	-0.002	0.007	0.014	0.007	0.001	0.006	0.001	1.000	0.034	1.000	-0.009	0.000	0.038	0.000	0.061
CustServ Calls	0.006	0.042	-0.017	-0.003	-0.010	-0.004	-0.012	0.011	-0.012	-0.003	-0.001	-0.003	-0.009	0.007	-0.009	1.000	0.000	0.048	0.012	0.312
State	0.000	0.000	0.000	0.000	0.009	0.000	0.000	0.040	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.063	0.000	0.100
Int'l Plan	0.019	0.066	0.017	0.073	0.064	0.073	0.064	0.037	0.062	0.065	0.037	0.064	0.038	0.049	0.038	0.048	0.063	1.000	0.000	0.259
VMail Plan	0.000	0.000	0.994	0.033	0.000	0.032	0.007	0.000	0.009	0.000	0.000	0.000	0.000	0.000	0.000	0.012	0.000	0.000	1.000	0.099
Churn?	0.000	0.000	0.106	0.356	0.044	0.356	0.086	0.000	0.086	0.045	0.000	0.046	0.061	0.092	0.061	0.312	0.100	0.259	0.099	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	State	Account Length	Area Code	Phone	Int'l Plan	VMail Plan	VMail Message	Day Mins	Day Calls	Day Charge	Eve Mins	Eve Calls	Eve Charge	Night Mins	Night Calls	Night Charge	Intl Mins	Intl Calls	Intl Charge	CustServ Calls	Churn?
0	KS	1.28	4.15	382-4657	no	yes	0.25	2.651	1.10	0.4507	1.974	0.99	0.1678	2.447	0.91	0.1101	0.100	0.03	0.0270	0.01	False.
1	OH	1.07	4.15	371-7191	no	yes	0.26	1.616	1.23	0.2747	1.955	1.03	0.1662	2.544	1.03	0.1145	0.137	0.03	0.0370	0.01	False.
2	NJ	1.37	4.15	358-1921	no	no	0.00	2.434	1.14	0.4138	1.212	1.10	0.1030	1.626	1.04	0.0732	0.122	0.05	0.0329	0.00	False.
3	OH	0.84	4.08	375-9999	yes	no	0.00	2.994	0.71	0.5090	0.619	0.88	0.0526	1.969	0.89	0.0886	0.066	0.07	0.0178	0.02	False.
4	OK	0.75	4.15	330-6626	yes	no	0.00	1.667	1.13	0.2834	1.483	1.22	0.1261	1.869	1.21	0.0841	0.101	0.03	0.0273	0.03	False.
5	AL	1.18	5.10	391-8027	yes	no	0.00	2.234	0.98	0.3798	2.206	1.01	0.1875	2.039	1.18	0.0918	0.063	0.06	0.0170	0.00	False.
6	MA	1.21	5.10	355-9993	no	yes	0.24	2.182	0.88	0.3709	3.485	1.08	0.2962	2.126	1.18	0.0957	0.075	0.07	0.0203	0.03	False.
7	MO	1.47	4.15	329-9001	yes	no	0.00	1.570	0.79	0.2669	1.031	0.94	0.0876	2.118	0.96	0.0953	0.071	0.06	0.0192	0.00	False.
8	LA	1.17	4.08	335-4719	no	no	0.00	1.845	0.97	0.3137	3.516	0.80	0.2989	2.158	0.90	0.0971	0.087	0.04	0.0235	0.01	False.
9	WV	1.41	4.15	330-8173	yes	yes	0.37	2.586	0.84	0.4396	2.220	1.11	0.1887	3.264	0.97	0.1469	0.112	0.05	0.0302	0.00	False.

	State	Account Length	Area Code	Phone	Int'l Plan	VMail Plan	VMail Message	Day Mins	Day Calls	Day Charge	Eve Mins	Eve Calls	Eve Charge	Night Mins	Night Calls	Night Charge	Intl Mins	Intl Calls	Intl Charge	CustServ Calls	Churn?
3311	IN	117.0	415.0	362-5899	no	no	0.0	118.4	126.0	20.13	249.3	97.0	21.19	227.0	56.0	10.22	13.6	3.0	3.67	5.0	True.
3312	WV	159.0	415.0	377-1164	no	no	0.0	169.8	114.0	28.87	197.7	105.0	16.80	193.7	82.0	8.72	11.6	4.0	3.13	1.0	False.
3313	OH	78.0	408.0	368-8555	no	no	0.0	193.4	99.0	32.88	116.9	88.0	9.94	243.3	109.0	10.95	9.3	4.0	2.51	2.0	False.
3314	OH	96.0	415.0	347-6812	no	no	0.0	106.6	128.0	18.12	284.8	87.0	24.21	178.9	92.0	8.05	14.9	7.0	4.02	1.0	False.
3315	SC	79.0	415.0	348-3830	no	no	0.0	134.7	98.0	22.90	189.7	68.0	16.12	221.4	128.0	9.96	11.8	5.0	3.19	2.0	False.
3316	AZ	192.0	415.0	414-4276	no	yes	36.0	156.2	77.0	26.55	215.5	126.0	18.32	279.1	83.0	12.56	9.9	6.0	2.67	2.0	False.
3317	WV	68.0	415.0	370-3271	no	no	0.0	231.1	57.0	39.29	153.4	55.0	13.04	191.3	123.0	8.61	9.6	4.0	2.59	3.0	False.
3318	RI	28.0	510.0	328-8230	no	no	0.0	180.8	109.0	30.74	288.8	58.0	24.55	191.9	91.0	8.64	14.1	6.0	3.81	2.0	False.
3319	CT	184.0	510.0	364-6381	yes	no	0.0	213.8	105.0	36.35	159.6	84.0	13.57	139.2	137.0	6.26	5.0	10.0	1.35	2.0	False.
3320	TN	74.0	415.0	400-4344	no	yes	25.0	234.4	113.0	39.85	265.9	82.0	22.60	241.4	77.0	10.86	13.7	4.0	3.70	0.0	False.

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Dash Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Other Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample